Overview
Brought to you by YData
Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 689 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 366.1 KiB |
| Average record size in memory | 544.2 B |
Variable types
| Numeric | 9 |
|---|---|
| Text | 2 |
| Categorical | 6 |
| DateTime | 1 |
AnnualSalary is highly overall correlated with MonthlySalary | High correlation |
Country is highly overall correlated with Location_ID | High correlation |
Department is highly overall correlated with Department_ID | High correlation |
Department_ID is highly overall correlated with Department | High correlation |
Employee_ID is highly overall correlated with Performance_ID | High correlation |
Location_ID is highly overall correlated with Country | High correlation |
MonthlySalary is highly overall correlated with AnnualSalary | High correlation |
Performance_ID is highly overall correlated with Employee_ID | High correlation |
EngagementLevel is highly imbalanced (85.8%) | Imbalance |
Performance_ID is uniformly distributed | Uniform |
Employee_ID is uniformly distributed | Uniform |
Performance_ID has unique values | Unique |
Employee_ID has unique values | Unique |
SickLeaves has 370 (53.7%) zeros | Zeros |
UnpaidLeaves has 541 (78.5%) zeros | Zeros |
OvertimeHours has 51 (7.4%) zeros | Zeros |
Reproduction
| Analysis started | 2025-03-31 02:24:48.518982 |
|---|---|
| Analysis finished | 2025-03-31 02:25:00.590194 |
| Duration | 12.07 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Performance_ID
Real number (ℝ)
High correlation Uniform Unique
| Distinct | 689 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 345 |
| Minimum | 1 |
|---|---|
| Maximum | 689 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 35.4 |
| Q1 | 173 |
| median | 345 |
| Q3 | 517 |
| 95-th percentile | 654.6 |
| Maximum | 689 |
| Range | 688 |
| Interquartile range (IQR) | 344 |
Descriptive statistics
| Standard deviation | 199.04145 |
|---|---|
| Coefficient of variation (CV) | 0.57693175 |
| Kurtosis | -1.2 |
| Mean | 345 |
| Median Absolute Deviation (MAD) | 172 |
| Skewness | 0 |
| Sum | 237705 |
| Variance | 39617.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 464 | 1 | 0.1% |
| 456 | 1 | 0.1% |
| 457 | 1 | 0.1% |
| 458 | 1 | 0.1% |
| 459 | 1 | 0.1% |
| 460 | 1 | 0.1% |
| 461 | 1 | 0.1% |
| 462 | 1 | 0.1% |
| 463 | 1 | 0.1% |
| Other values (679) | 679 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 689 | 1 | |
| 688 | 1 | |
| 687 | 1 | |
| 686 | 1 | |
| 685 | 1 | |
| 684 | 1 | |
| 683 | 1 | |
| 682 | 1 | |
| 681 | 1 | |
| 680 | 1 |
Employee_ID
Real number (ℝ)
High correlation Uniform Unique
| Distinct | 689 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 345 |
| Minimum | 1 |
|---|---|
| Maximum | 689 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 35.4 |
| Q1 | 173 |
| median | 345 |
| Q3 | 517 |
| 95-th percentile | 654.6 |
| Maximum | 689 |
| Range | 688 |
| Interquartile range (IQR) | 344 |
Descriptive statistics
| Standard deviation | 199.04145 |
|---|---|
| Coefficient of variation (CV) | 0.57693175 |
| Kurtosis | -1.2 |
| Mean | 345 |
| Median Absolute Deviation (MAD) | 172 |
| Skewness | 0 |
| Sum | 237705 |
| Variance | 39617.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 464 | 1 | 0.1% |
| 456 | 1 | 0.1% |
| 457 | 1 | 0.1% |
| 458 | 1 | 0.1% |
| 459 | 1 | 0.1% |
| 460 | 1 | 0.1% |
| 461 | 1 | 0.1% |
| 462 | 1 | 0.1% |
| 463 | 1 | 0.1% |
| Other values (679) | 679 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 689 | 1 | |
| 688 | 1 | |
| 687 | 1 | |
| 686 | 1 | |
| 685 | 1 | |
| 684 | 1 | |
| 683 | 1 | |
| 682 | 1 | |
| 681 | 1 | |
| 680 | 1 |
FirstName
Text
| Distinct | 299 |
|---|---|
| Distinct (%) | 43.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 42.2 KiB |
Length
| Max length | 12 |
|---|---|
| Median length | 11 |
| Mean length | 5.5268505 |
| Min length | 3 |
Unique
| Unique | 206 ? |
|---|---|
| Unique (%) | 29.9% |
Sample
| 1st row | Ghadir |
|---|---|
| 2nd row | Omar |
| 3rd row | Ailya |
| 4th row | Lwiy |
| 5th row | Ahmad |
| Value | Count | Frequency (%) |
| muhamad | 103 | 14.5% |
| ahmad | 38 | 5.4% |
| abd | 17 | 2.4% |
| alaa | 13 | 1.8% |
| ali | 12 | 1.7% |
| iin | 10 | 1.4% |
| omar | 10 | 1.4% |
| husam | 9 | 1.3% |
| tariq | 9 | 1.3% |
| eala | 8 | 1.1% |
| Other values (289) | 481 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 930 | |
| m | 307 | 8.1% |
| h | 294 | 7.7% |
| i | 267 | 7.0% |
| d | 263 | 6.9% |
| u | 171 | 4.5% |
| A | 170 | 4.5% |
| l | 166 | 4.4% |
| n | 162 | 4.3% |
| M | 139 | 3.7% |
| Other values (33) | 939 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3808 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 930 | |
| m | 307 | 8.1% |
| h | 294 | 7.7% |
| i | 267 | 7.0% |
| d | 263 | 6.9% |
| u | 171 | 4.5% |
| A | 170 | 4.5% |
| l | 166 | 4.4% |
| n | 162 | 4.3% |
| M | 139 | 3.7% |
| Other values (33) | 939 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3808 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 930 | |
| m | 307 | 8.1% |
| h | 294 | 7.7% |
| i | 267 | 7.0% |
| d | 263 | 6.9% |
| u | 171 | 4.5% |
| A | 170 | 4.5% |
| l | 166 | 4.4% |
| n | 162 | 4.3% |
| M | 139 | 3.7% |
| Other values (33) | 939 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3808 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 930 | |
| m | 307 | 8.1% |
| h | 294 | 7.7% |
| i | 267 | 7.0% |
| d | 263 | 6.9% |
| u | 171 | 4.5% |
| A | 170 | 4.5% |
| l | 166 | 4.4% |
| n | 162 | 4.3% |
| M | 139 | 3.7% |
| Other values (33) | 939 |
LastName
Text
| Distinct | 579 |
|---|---|
| Distinct (%) | 84.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 43.0 KiB |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 6.6850508 |
| Min length | 2 |
Unique
| Unique | 507 ? |
|---|---|
| Unique (%) | 73.6% |
Sample
| 1st row | Hmshw |
|---|---|
| 2nd row | Hishan |
| 3rd row | Sharaf |
| 4th row | Qbany |
| 5th row | Bikri |
| Value | Count | Frequency (%) |
| abu | 15 | 2.1% |
| almisri | 9 | 1.3% |
| muhamad | 8 | 1.1% |
| aldiyn | 6 | 0.8% |
| alkhatib | 5 | 0.7% |
| ahmad | 5 | 0.7% |
| alhusayn | 4 | 0.6% |
| iismaeil | 3 | 0.4% |
| shaykh | 3 | 0.4% |
| alrifaei | 3 | 0.4% |
| Other values (570) | 654 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 774 | |
| i | 423 | 9.2% |
| l | 409 | 8.9% |
| h | 323 | 7.0% |
| A | 309 | 6.7% |
| u | 252 | 5.5% |
| r | 213 | 4.6% |
| d | 181 | 3.9% |
| s | 180 | 3.9% |
| n | 163 | 3.5% |
| Other values (35) | 1379 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4606 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 774 | |
| i | 423 | 9.2% |
| l | 409 | 8.9% |
| h | 323 | 7.0% |
| A | 309 | 6.7% |
| u | 252 | 5.5% |
| r | 213 | 4.6% |
| d | 181 | 3.9% |
| s | 180 | 3.9% |
| n | 163 | 3.5% |
| Other values (35) | 1379 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4606 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 774 | |
| i | 423 | 9.2% |
| l | 409 | 8.9% |
| h | 323 | 7.0% |
| A | 309 | 6.7% |
| u | 252 | 5.5% |
| r | 213 | 4.6% |
| d | 181 | 3.9% |
| s | 180 | 3.9% |
| n | 163 | 3.5% |
| Other values (35) | 1379 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4606 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 774 | |
| i | 423 | 9.2% |
| l | 409 | 8.9% |
| h | 323 | 7.0% |
| A | 309 | 6.7% |
| u | 252 | 5.5% |
| r | 213 | 4.6% |
| d | 181 | 3.9% |
| s | 180 | 3.9% |
| n | 163 | 3.5% |
| Other values (35) | 1379 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.6966618 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 449 | |
| Female | 240 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 449 | |
| female | 240 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 929 | |
| a | 689 | |
| l | 689 | |
| M | 449 | |
| F | 240 | 7.4% |
| m | 240 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3236 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 929 | |
| a | 689 | |
| l | 689 | |
| M | 449 | |
| F | 240 | 7.4% |
| m | 240 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3236 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 929 | |
| a | 689 | |
| l | 689 | |
| M | 449 | |
| F | 240 | 7.4% |
| m | 240 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3236 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 929 | |
| a | 689 | |
| l | 689 | |
| M | 449 | |
| F | 240 | 7.4% |
| m | 240 | 7.4% |
StartDate
Date
| Distinct | 539 |
|---|---|
| Distinct (%) | 78.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.5 KiB |
| Minimum | 2016-01-08 00:00:00 |
|---|---|
| Maximum | 2020-12-29 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
YearsWorked
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5776488 |
| Minimum | 4 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2389604 |
|---|---|
| Coefficient of variation (CV) | 0.22212952 |
| Kurtosis | -0.27363139 |
| Mean | 5.5776488 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.60784967 |
| Sum | 3843 |
| Variance | 1.535023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 5 | 228 | |
| 6 | 169 | |
| 4 | 142 | |
| 7 | 89 | 12.9% |
| 8 | 51 | 7.4% |
| 9 | 10 | 1.5% |
| Value | Count | Frequency (%) |
| 4 | 142 | |
| 5 | 228 | |
| 6 | 169 | |
| 7 | 89 | 12.9% |
| 8 | 51 | 7.4% |
| 9 | 10 | 1.5% |
| Value | Count | Frequency (%) |
| 9 | 10 | 1.5% |
| 8 | 51 | 7.4% |
| 7 | 89 | 12.9% |
| 6 | 169 | |
| 5 | 228 | |
| 4 | 142 |
Department_ID
Real number (ℝ)
High correlation
| Distinct | 20 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.085631 |
| Minimum | 10 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 14 |
| median | 19 |
| Q3 | 24 |
| 95-th percentile | 28 |
| Maximum | 29 |
| Range | 19 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.4153029 |
|---|---|
| Coefficient of variation (CV) | 0.28373716 |
| Kurtosis | -0.95450119 |
| Mean | 19.085631 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.24024326 |
| Sum | 13150 |
| Variance | 29.325505 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 19 | 140 | |
| 25 | 89 | |
| 10 | 84 | |
| 24 | 67 | |
| 14 | 58 | |
| 21 | 48 | 7.0% |
| 17 | 40 | 5.8% |
| 22 | 34 | 4.9% |
| 28 | 20 | 2.9% |
| 11 | 19 | 2.8% |
| Other values (10) | 90 |
| Value | Count | Frequency (%) |
| 10 | 84 | |
| 11 | 19 | 2.8% |
| 12 | 13 | 1.9% |
| 13 | 9 | 1.3% |
| 14 | 58 | |
| 15 | 8 | 1.2% |
| 16 | 7 | 1.0% |
| 17 | 40 | 5.8% |
| 18 | 8 | 1.2% |
| 19 | 140 |
| Value | Count | Frequency (%) |
| 29 | 16 | 2.3% |
| 28 | 20 | 2.9% |
| 27 | 5 | 0.7% |
| 26 | 5 | 0.7% |
| 25 | 89 | |
| 24 | 67 | |
| 23 | 14 | 2.0% |
| 22 | 34 | 4.9% |
| 21 | 48 | |
| 20 | 5 | 0.7% |
Department
Categorical
High correlation
| Distinct | 20 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 48.4 KiB |
| Manufacturing | |
|---|---|
| Quality Control | |
| Account Management | |
| Quality Assurance | |
| Facilities/Engineering | |
| Other values (15) |
Length
| Max length | 27 |
|---|---|
| Median length | 20 |
| Mean length | 14.780842 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Quality Control |
|---|---|
| 2nd row | Quality Control |
| 3rd row | Major Mfg Projects |
| 4th row | Manufacturing |
| 5th row | Manufacturing |
Common Values
| Value | Count | Frequency (%) |
| Manufacturing | 140 | |
| Quality Control | 89 | |
| Account Management | 84 | |
| Quality Assurance | 67 | |
| Facilities/Engineering | 58 | |
| Marketing | 48 | 7.0% |
| IT | 40 | 5.8% |
| Product Development | 34 | 4.9% |
| Sales | 20 | 2.9% |
| Creative | 19 | 2.8% |
| Other values (10) | 90 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| quality | 156 | |
| manufacturing | 145 | |
| control | 89 | 8.4% |
| account | 84 | 8.0% |
| management | 84 | 8.0% |
| assurance | 67 | 6.4% |
| facilities/engineering | 58 | 5.5% |
| marketing | 48 | 4.6% |
| it | 40 | 3.8% |
| product | 34 | 3.2% |
| Other values (20) | 249 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1145 | 11.2% |
| a | 948 | 9.3% |
| t | 809 | 7.9% |
| i | 788 | 7.7% |
| e | 767 | 7.5% |
| u | 667 | 6.5% |
| r | 586 | 5.8% |
| c | 510 | 5.0% |
| g | 439 | 4.3% |
| o | 435 | 4.3% |
| Other values (28) | 3090 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10184 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 1145 | 11.2% |
| a | 948 | 9.3% |
| t | 809 | 7.9% |
| i | 788 | 7.7% |
| e | 767 | 7.5% |
| u | 667 | 6.5% |
| r | 586 | 5.8% |
| c | 510 | 5.0% |
| g | 439 | 4.3% |
| o | 435 | 4.3% |
| Other values (28) | 3090 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10184 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 1145 | 11.2% |
| a | 948 | 9.3% |
| t | 809 | 7.9% |
| i | 788 | 7.7% |
| e | 767 | 7.5% |
| u | 667 | 6.5% |
| r | 586 | 5.8% |
| c | 510 | 5.0% |
| g | 439 | 4.3% |
| o | 435 | 4.3% |
| Other values (28) | 3090 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10184 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 1145 | 11.2% |
| a | 948 | 9.3% |
| t | 809 | 7.9% |
| i | 788 | 7.7% |
| e | 767 | 7.5% |
| u | 667 | 6.5% |
| r | 586 | 5.8% |
| c | 510 | 5.0% |
| g | 439 | 4.3% |
| o | 435 | 4.3% |
| Other values (28) | 3090 |
Location_ID
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.5 KiB |
| 100 | |
|---|---|
| 104 | |
| 102 | |
| 103 | |
| 101 | 11 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 100 |
|---|---|
| 2nd row | 102 |
| 3rd row | 102 |
| 4th row | 104 |
| 5th row | 100 |
Common Values
| Value | Count | Frequency (%) |
| 100 | 379 | |
| 104 | 156 | |
| 102 | 90 | 13.1% |
| 103 | 53 | 7.7% |
| 101 | 11 | 1.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 100 | 379 | |
| 104 | 156 | |
| 102 | 90 | 13.1% |
| 103 | 53 | 7.7% |
| 101 | 11 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1068 | |
| 1 | 700 | |
| 4 | 156 | 7.5% |
| 2 | 90 | 4.4% |
| 3 | 53 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2067 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1068 | |
| 1 | 700 | |
| 4 | 156 | 7.5% |
| 2 | 90 | 4.4% |
| 3 | 53 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2067 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1068 | |
| 1 | 700 | |
| 4 | 156 | 7.5% |
| 2 | 90 | 4.4% |
| 3 | 53 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2067 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1068 | |
| 1 | 700 | |
| 4 | 156 | 7.5% |
| 2 | 90 | 4.4% |
| 3 | 53 | 2.6% |
Country
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 44.8 KiB |
| Egypt | |
|---|---|
| United Arab Emirates | |
| Saudi Arabia | |
| Syria | |
| Lebanon | 11 |
Length
| Max length | 20 |
|---|---|
| Median length | 5 |
| Mean length | 9.3425254 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Egypt |
|---|---|
| 2nd row | Saudi Arabia |
| 3rd row | Saudi Arabia |
| 4th row | United Arab Emirates |
| 5th row | Egypt |
Common Values
| Value | Count | Frequency (%) |
| Egypt | 379 | |
| United Arab Emirates | 156 | |
| Saudi Arabia | 90 | 13.1% |
| Syria | 53 | 7.7% |
| Lebanon | 11 | 1.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| egypt | 379 | |
| united | 156 | |
| arab | 156 | |
| emirates | 156 | |
| saudi | 90 | 8.2% |
| arabia | 90 | 8.2% |
| syria | 53 | 4.9% |
| lebanon | 11 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 691 | |
| a | 646 | 10.0% |
| i | 545 | 8.5% |
| E | 535 | 8.3% |
| r | 455 | 7.1% |
| y | 432 | 6.7% |
| 402 | 6.2% | |
| g | 379 | 5.9% |
| p | 379 | 5.9% |
| e | 323 | 5.0% |
| Other values (11) | 1650 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6437 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 691 | |
| a | 646 | 10.0% |
| i | 545 | 8.5% |
| E | 535 | 8.3% |
| r | 455 | 7.1% |
| y | 432 | 6.7% |
| 402 | 6.2% | |
| g | 379 | 5.9% |
| p | 379 | 5.9% |
| e | 323 | 5.0% |
| Other values (11) | 1650 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6437 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 691 | |
| a | 646 | 10.0% |
| i | 545 | 8.5% |
| E | 535 | 8.3% |
| r | 455 | 7.1% |
| y | 432 | 6.7% |
| 402 | 6.2% | |
| g | 379 | 5.9% |
| p | 379 | 5.9% |
| e | 323 | 5.0% |
| Other values (11) | 1650 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6437 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 691 | |
| a | 646 | 10.0% |
| i | 545 | 8.5% |
| E | 535 | 8.3% |
| r | 455 | 7.1% |
| y | 432 | 6.7% |
| 402 | 6.2% | |
| g | 379 | 5.9% |
| p | 379 | 5.9% |
| e | 323 | 5.0% |
| Other values (11) | 1650 |
MonthlySalary
Real number (ℝ)
High correlation
| Distinct | 613 |
|---|---|
| Distinct (%) | 89.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2068.2017 |
| Minimum | 703 |
|---|---|
| Maximum | 3450 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 703 |
|---|---|
| 5-th percentile | 885.8 |
| Q1 | 1436 |
| median | 2077 |
| Q3 | 2682 |
| 95-th percentile | 3279.2 |
| Maximum | 3450 |
| Range | 2747 |
| Interquartile range (IQR) | 1246 |
Descriptive statistics
| Standard deviation | 763.28924 |
|---|---|
| Coefficient of variation (CV) | 0.36905937 |
| Kurtosis | -1.1111124 |
| Mean | 2068.2017 |
| Median Absolute Deviation (MAD) | 633 |
| Skewness | 0.0032375832 |
| Sum | 1424991 |
| Variance | 582610.46 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2009 | 3 | 0.4% |
| 2180 | 3 | 0.4% |
| 3138 | 3 | 0.4% |
| 2542 | 2 | 0.3% |
| 1406 | 2 | 0.3% |
| 1036 | 2 | 0.3% |
| 1867 | 2 | 0.3% |
| 899 | 2 | 0.3% |
| 3017 | 2 | 0.3% |
| 2527 | 2 | 0.3% |
| Other values (603) | 666 |
| Value | Count | Frequency (%) |
| 703 | 1 | |
| 705 | 1 | |
| 707 | 1 | |
| 711 | 1 | |
| 716 | 1 | |
| 719 | 1 | |
| 723 | 1 | |
| 734 | 1 | |
| 741 | 1 | |
| 744 | 1 |
| Value | Count | Frequency (%) |
| 3450 | 1 | |
| 3446 | 1 | |
| 3443 | 1 | |
| 3428 | 1 | |
| 3420 | 1 | |
| 3418 | 1 | |
| 3414 | 1 | |
| 3412 | 1 | |
| 3411 | 1 | |
| 3410 | 1 |
AnnualSalary
Real number (ℝ)
High correlation
| Distinct | 613 |
|---|---|
| Distinct (%) | 89.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24818.421 |
| Minimum | 8436 |
|---|---|
| Maximum | 41400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 8436 |
|---|---|
| 5-th percentile | 10629.6 |
| Q1 | 17232 |
| median | 24924 |
| Q3 | 32184 |
| 95-th percentile | 39350.4 |
| Maximum | 41400 |
| Range | 32964 |
| Interquartile range (IQR) | 14952 |
Descriptive statistics
| Standard deviation | 9159.4709 |
|---|---|
| Coefficient of variation (CV) | 0.36905937 |
| Kurtosis | -1.1111124 |
| Mean | 24818.421 |
| Median Absolute Deviation (MAD) | 7596 |
| Skewness | 0.0032375832 |
| Sum | 17099892 |
| Variance | 83895907 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 24108 | 3 | 0.4% |
| 26160 | 3 | 0.4% |
| 37656 | 3 | 0.4% |
| 30504 | 2 | 0.3% |
| 16872 | 2 | 0.3% |
| 12432 | 2 | 0.3% |
| 22404 | 2 | 0.3% |
| 10788 | 2 | 0.3% |
| 36204 | 2 | 0.3% |
| 30324 | 2 | 0.3% |
| Other values (603) | 666 |
| Value | Count | Frequency (%) |
| 8436 | 1 | |
| 8460 | 1 | |
| 8484 | 1 | |
| 8532 | 1 | |
| 8592 | 1 | |
| 8628 | 1 | |
| 8676 | 1 | |
| 8808 | 1 | |
| 8892 | 1 | |
| 8928 | 1 |
| Value | Count | Frequency (%) |
| 41400 | 1 | |
| 41352 | 1 | |
| 41316 | 1 | |
| 41136 | 1 | |
| 41040 | 1 | |
| 41016 | 1 | |
| 40968 | 1 | |
| 40944 | 1 | |
| 40932 | 1 | |
| 40920 | 1 |
JobRate
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.5 KiB |
| 5.0 | |
|---|---|
| 3.0 | |
| 4.5 | |
| 2.0 | |
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 2.0 |
| 4th row | 3.0 |
| 5th row | 5.0 |
Common Values
| Value | Count | Frequency (%) |
| 5.0 | 215 | |
| 3.0 | 208 | |
| 4.5 | 124 | |
| 2.0 | 72 | 10.4% |
| 1.0 | 70 | 10.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 5.0 | 215 | |
| 3.0 | 208 | |
| 4.5 | 124 | |
| 2.0 | 72 | 10.4% |
| 1.0 | 70 | 10.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 689 | |
| 0 | 565 | |
| 5 | 339 | |
| 3 | 208 | 10.1% |
| 4 | 124 | 6.0% |
| 2 | 72 | 3.5% |
| 1 | 70 | 3.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2067 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 689 | |
| 0 | 565 | |
| 5 | 339 | |
| 3 | 208 | 10.1% |
| 4 | 124 | 6.0% |
| 2 | 72 | 3.5% |
| 1 | 70 | 3.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2067 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 689 | |
| 0 | 565 | |
| 5 | 339 | |
| 3 | 208 | 10.1% |
| 4 | 124 | 6.0% |
| 2 | 72 | 3.5% |
| 1 | 70 | 3.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2067 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 689 | |
| 0 | 565 | |
| 5 | 339 | |
| 3 | 208 | 10.1% |
| 4 | 124 | 6.0% |
| 2 | 72 | 3.5% |
| 1 | 70 | 3.4% |
SickLeaves
Real number (ℝ)
Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6095791 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 370 |
| Zeros (%) | 53.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.1960512 |
|---|---|
| Coefficient of variation (CV) | 1.3643636 |
| Kurtosis | -0.51717692 |
| Mean | 1.6095791 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0378415 |
| Sum | 1109 |
| Variance | 4.8226407 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 370 | |
| 1 | 87 | 12.6% |
| 6 | 82 | 11.9% |
| 5 | 40 | 5.8% |
| 2 | 37 | 5.4% |
| 4 | 37 | 5.4% |
| 3 | 36 | 5.2% |
| Value | Count | Frequency (%) |
| 0 | 370 | |
| 1 | 87 | 12.6% |
| 2 | 37 | 5.4% |
| 3 | 36 | 5.2% |
| 4 | 37 | 5.4% |
| 5 | 40 | 5.8% |
| 6 | 82 | 11.9% |
| Value | Count | Frequency (%) |
| 6 | 82 | 11.9% |
| 5 | 40 | 5.8% |
| 4 | 37 | 5.4% |
| 3 | 36 | 5.2% |
| 2 | 37 | 5.4% |
| 1 | 87 | 12.6% |
| 0 | 370 |
UnpaidLeaves
Real number (ℝ)
Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.75907112 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 541 |
| Zeros (%) | 78.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.6477636 |
|---|---|
| Coefficient of variation (CV) | 2.1707631 |
| Kurtosis | 2.8176389 |
| Mean | 0.75907112 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.0546125 |
| Sum | 523 |
| Variance | 2.7151247 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 541 | |
| 4 | 30 | 4.4% |
| 5 | 29 | 4.2% |
| 1 | 26 | 3.8% |
| 3 | 22 | 3.2% |
| 6 | 21 | 3.0% |
| 2 | 20 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 541 | |
| 1 | 26 | 3.8% |
| 2 | 20 | 2.9% |
| 3 | 22 | 3.2% |
| 4 | 30 | 4.4% |
| 5 | 29 | 4.2% |
| 6 | 21 | 3.0% |
| Value | Count | Frequency (%) |
| 6 | 21 | 3.0% |
| 5 | 29 | 4.2% |
| 4 | 30 | 4.4% |
| 3 | 22 | 3.2% |
| 2 | 20 | 2.9% |
| 1 | 26 | 3.8% |
| 0 | 541 |
OvertimeHours
Real number (ℝ)
Zeros
| Distinct | 74 |
|---|---|
| Distinct (%) | 10.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.702467 |
| Minimum | 0 |
|---|---|
| Maximum | 198 |
| Zeros | 51 |
| Zeros (%) | 7.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 77.6 |
| Maximum | 198 |
| Range | 198 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 25.692049 |
|---|---|
| Coefficient of variation (CV) | 1.8749944 |
| Kurtosis | 15.778779 |
| Mean | 13.702467 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 3.7133346 |
| Sum | 9441 |
| Variance | 660.0814 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 63 | 9.1% |
| 7 | 61 | 8.9% |
| 8 | 59 | 8.6% |
| 0 | 51 | 7.4% |
| 2 | 49 | 7.1% |
| 3 | 49 | 7.1% |
| 9 | 48 | 7.0% |
| 6 | 47 | 6.8% |
| 1 | 47 | 6.8% |
| 4 | 45 | 6.5% |
| Other values (64) | 170 |
| Value | Count | Frequency (%) |
| 0 | 51 | |
| 1 | 47 | |
| 2 | 49 | |
| 3 | 49 | |
| 4 | 45 | |
| 5 | 42 | |
| 6 | 47 | |
| 7 | 61 | |
| 8 | 59 | |
| 9 | 48 |
| Value | Count | Frequency (%) |
| 198 | 1 | |
| 192 | 1 | |
| 183 | 1 | |
| 153 | 2 | |
| 148 | 1 | |
| 121 | 1 | |
| 116 | 1 | |
| 111 | 1 | |
| 109 | 1 | |
| 105 | 1 |
EngagementLevel
Categorical
Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 42.5 KiB |
| Medium | |
|---|---|
| High | 21 |
| Low | 2 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.9303338 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Medium |
|---|---|
| 2nd row | Medium |
| 3rd row | Medium |
| 4th row | Medium |
| 5th row | Medium |
Common Values
| Value | Count | Frequency (%) |
| Medium | 666 | |
| High | 21 | 3.0% |
| Low | 2 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| medium | 666 | |
| high | 21 | 3.0% |
| low | 2 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 687 | |
| M | 666 | |
| e | 666 | |
| d | 666 | |
| u | 666 | |
| m | 666 | |
| H | 21 | 0.5% |
| g | 21 | 0.5% |
| h | 21 | 0.5% |
| L | 2 | < 0.1% |
| Other values (2) | 4 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4086 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 687 | |
| M | 666 | |
| e | 666 | |
| d | 666 | |
| u | 666 | |
| m | 666 | |
| H | 21 | 0.5% |
| g | 21 | 0.5% |
| h | 21 | 0.5% |
| L | 2 | < 0.1% |
| Other values (2) | 4 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4086 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 687 | |
| M | 666 | |
| e | 666 | |
| d | 666 | |
| u | 666 | |
| m | 666 | |
| H | 21 | 0.5% |
| g | 21 | 0.5% |
| h | 21 | 0.5% |
| L | 2 | < 0.1% |
| Other values (2) | 4 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4086 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 687 | |
| M | 666 | |
| e | 666 | |
| d | 666 | |
| u | 666 | |
| m | 666 | |
| H | 21 | 0.5% |
| g | 21 | 0.5% |
| h | 21 | 0.5% |
| L | 2 | < 0.1% |
| Other values (2) | 4 | 0.1% |
Interactions
Correlations
| AnnualSalary | Country | Department | Department_ID | Employee_ID | EngagementLevel | Gender | JobRate | Location_ID | MonthlySalary | OvertimeHours | Performance_ID | SickLeaves | UnpaidLeaves | YearsWorked | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AnnualSalary | 1.000 | 0.000 | 0.039 | -0.006 | 0.015 | 0.000 | 0.057 | 0.000 | 0.000 | 1.000 | -0.098 | 0.015 | -0.020 | 0.020 | -0.051 |
| Country | 0.000 | 1.000 | 0.071 | 0.000 | 0.052 | 0.069 | 0.048 | 0.000 | 1.000 | 0.000 | 0.073 | 0.052 | 0.048 | 0.000 | 0.052 |
| Department | 0.039 | 0.071 | 1.000 | 0.993 | 0.000 | 0.220 | 0.000 | 0.026 | 0.071 | 0.039 | 0.049 | 0.000 | 0.000 | 0.000 | 0.067 |
| Department_ID | -0.006 | 0.000 | 0.993 | 1.000 | -0.086 | 0.153 | 0.000 | 0.029 | 0.000 | -0.006 | -0.004 | -0.086 | -0.044 | 0.042 | -0.007 |
| Employee_ID | 0.015 | 0.052 | 0.000 | -0.086 | 1.000 | 0.097 | 0.000 | 0.021 | 0.052 | 0.015 | -0.116 | 1.000 | -0.027 | -0.009 | -0.012 |
| EngagementLevel | 0.000 | 0.069 | 0.220 | 0.153 | 0.097 | 1.000 | 0.000 | 0.139 | 0.069 | 0.000 | 0.444 | 0.097 | 0.102 | 0.122 | 0.000 |
| Gender | 0.057 | 0.048 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.048 | 0.057 | 0.097 | 0.000 | 0.086 | 0.085 | 0.000 |
| JobRate | 0.000 | 0.000 | 0.026 | 0.029 | 0.021 | 0.139 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.059 | 0.000 | 0.055 |
| Location_ID | 0.000 | 1.000 | 0.071 | 0.000 | 0.052 | 0.069 | 0.048 | 0.000 | 1.000 | 0.000 | 0.073 | 0.052 | 0.048 | 0.000 | 0.052 |
| MonthlySalary | 1.000 | 0.000 | 0.039 | -0.006 | 0.015 | 0.000 | 0.057 | 0.000 | 0.000 | 1.000 | -0.098 | 0.015 | -0.020 | 0.020 | -0.051 |
| OvertimeHours | -0.098 | 0.073 | 0.049 | -0.004 | -0.116 | 0.444 | 0.097 | 0.000 | 0.073 | -0.098 | 1.000 | -0.116 | -0.002 | -0.025 | -0.052 |
| Performance_ID | 0.015 | 0.052 | 0.000 | -0.086 | 1.000 | 0.097 | 0.000 | 0.021 | 0.052 | 0.015 | -0.116 | 1.000 | -0.027 | -0.009 | -0.012 |
| SickLeaves | -0.020 | 0.048 | 0.000 | -0.044 | -0.027 | 0.102 | 0.086 | 0.059 | 0.048 | -0.020 | -0.002 | -0.027 | 1.000 | 0.012 | -0.027 |
| UnpaidLeaves | 0.020 | 0.000 | 0.000 | 0.042 | -0.009 | 0.122 | 0.085 | 0.000 | 0.000 | 0.020 | -0.025 | -0.009 | 0.012 | 1.000 | -0.011 |
| YearsWorked | -0.051 | 0.052 | 0.067 | -0.007 | -0.012 | 0.000 | 0.000 | 0.055 | 0.052 | -0.051 | -0.052 | -0.012 | -0.027 | -0.011 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Performance_ID | Employee_ID | FirstName | LastName | Gender | StartDate | YearsWorked | Department_ID | Department | Location_ID | Country | MonthlySalary | AnnualSalary | JobRate | SickLeaves | UnpaidLeaves | OvertimeHours | EngagementLevel | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | Ghadir | Hmshw | Male | 2018-04-04 | 6 | 25 | Quality Control | 100 | Egypt | 1560 | 18720 | 3.0 | 1 | 0 | 183 | Medium |
| 1 | 2 | 2 | Omar | Hishan | Male | 2020-05-21 | 4 | 25 | Quality Control | 102 | Saudi Arabia | 3247 | 38964 | 1.0 | 0 | 5 | 198 | Medium |
| 2 | 3 | 3 | Ailya | Sharaf | Female | 2017-09-28 | 7 | 18 | Major Mfg Projects | 102 | Saudi Arabia | 2506 | 30072 | 2.0 | 0 | 3 | 192 | Medium |
| 3 | 4 | 4 | Lwiy | Qbany | Male | 2018-08-14 | 6 | 19 | Manufacturing | 104 | United Arab Emirates | 1828 | 21936 | 3.0 | 0 | 0 | 7 | Medium |
| 4 | 5 | 5 | Ahmad | Bikri | Male | 2020-03-11 | 4 | 19 | Manufacturing | 100 | Egypt | 970 | 11640 | 5.0 | 0 | 5 | 121 | Medium |
| 5 | 6 | 6 | Muhamad | Zueitr | Male | 2016-02-02 | 9 | 22 | Product Development | 102 | Saudi Arabia | 2332 | 27984 | 3.0 | 3 | 0 | 8 | Medium |
| 6 | 7 | 7 | Iin | Alhalaliu | Female | 2020-05-08 | 4 | 28 | Sales | 104 | United Arab Emirates | 1959 | 23508 | 3.0 | 6 | 0 | 116 | Medium |
| 7 | 8 | 8 | Muhamad | Alaya | Male | 2018-02-10 | 7 | 10 | Account Management | 100 | Egypt | 3394 | 40728 | 5.0 | 0 | 0 | 7 | Medium |
| 8 | 9 | 9 | Susin | Almilat | Female | 2018-03-11 | 6 | 15 | Green Building | 100 | Egypt | 1479 | 17748 | 4.5 | 0 | 0 | 105 | High |
| 9 | 10 | 10 | Muhamad | Alrifaei | Male | 2020-01-03 | 5 | 10 | Account Management | 100 | Egypt | 1186 | 14232 | 4.5 | 1 | 0 | 153 | High |
| Performance_ID | Employee_ID | FirstName | LastName | Gender | StartDate | YearsWorked | Department_ID | Department | Location_ID | Country | MonthlySalary | AnnualSalary | JobRate | SickLeaves | UnpaidLeaves | OvertimeHours | EngagementLevel | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 679 | 680 | 680 | Alysia | Alyaghshiu | Female | 2019-10-19 | 5 | 29 | Training | 104 | United Arab Emirates | 3334 | 40008 | 1.0 | 0 | 0 | 4 | Medium |
| 680 | 681 | 681 | Ayham | Alqadi | Male | 2020-05-30 | 4 | 19 | Manufacturing | 103 | Syria | 2574 | 30888 | 3.0 | 3 | 0 | 4 | Medium |
| 681 | 682 | 682 | Diea | Shuelan | Male | 2019-03-06 | 5 | 19 | Manufacturing | 100 | Egypt | 1123 | 13476 | 1.0 | 0 | 0 | 7 | Medium |
| 682 | 683 | 683 | Husam | Alsaed | Male | 2016-05-12 | 8 | 10 | Account Management | 104 | United Arab Emirates | 2147 | 25764 | 3.0 | 0 | 4 | 2 | Medium |
| 683 | 684 | 684 | Asd | Bwfaeur | Male | 2017-06-27 | 7 | 17 | IT | 100 | Egypt | 2929 | 35148 | 4.5 | 0 | 0 | 2 | Medium |
| 684 | 685 | 685 | Sari | Hanna | Male | 2020-05-26 | 4 | 21 | Marketing | 101 | Lebanon | 1452 | 17424 | 2.0 | 0 | 3 | 1 | Medium |
| 685 | 686 | 686 | Eubayda | Kayd | Male | 2020-06-03 | 4 | 14 | Facilities/Engineering | 100 | Egypt | 3237 | 38844 | 3.0 | 1 | 0 | 4 | Medium |
| 686 | 687 | 687 | Khalil | Alkalu | Male | 2017-07-11 | 7 | 14 | Facilities/Engineering | 100 | Egypt | 2819 | 33828 | 5.0 | 0 | 0 | 0 | Medium |
| 687 | 688 | 688 | Muhamad | Shrbjy | Male | 2018-05-30 | 6 | 11 | Creative | 100 | Egypt | 2069 | 24828 | 3.0 | 0 | 0 | 10 | Medium |
| 688 | 689 | 689 | Abd Albasit | AlAhmar | Male | 2020-08-05 | 4 | 17 | IT | 104 | United Arab Emirates | 2606 | 31272 | 5.0 | 0 | 0 | 0 | Medium |